Feature Summary and Visualization Report
category_high_card
| Metric | Value |
|---|---|
| feature_name | category_high_card |
| data_type | character |
| n_unique_values | 1500 |
| is_primary_key | TRUE |
| pct_logical_null | 0 |
| pct_char_null_na | 0 |
| pct_empty_string | 0 |
| top_n_categories | ID_1, ID_2, ID_3, ID_4, ID_5, ID_6, ID_7, ID_8, ID_9, ID_10, ID_11, ID_12, ID_13, ID_14, ID_15 |
| top_n_pct_value | 0.07 |
| top_n_pct | 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07 |
Data Frequencies (from Binned Data)
| Value | Count | Percentage |
|---|---|---|
| others | 1425 | 95.00% |
| ID_1 | 1 | 0.07% |
| ID_2 | 1 | 0.07% |
| ID_3 | 1 | 0.07% |
| ID_4 | 1 | 0.07% |
| ID_5 | 1 | 0.07% |
| ID_6 | 1 | 0.07% |
| ID_7 | 1 | 0.07% |
| ID_8 | 1 | 0.07% |
| ID_9 | 1 | 0.07% |
| ID_10 | 1 | 0.07% |
| ID_11 | 1 | 0.07% |
| ID_12 | 1 | 0.07% |
| ID_13 | 1 | 0.07% |
| ID_14 | 1 | 0.07% |
| others | 61 | 4.07% |
category_moderate
| Metric | Value |
|---|---|
| feature_name | category_moderate |
| data_type | character |
| n_unique_values | 10 |
| is_primary_key | FALSE |
| pct_logical_null | 0 |
| pct_char_null_na | 0 |
| pct_empty_string | 0 |
| top_n_categories | A, G, H, B, E, I, C, J, D, F |
| top_n_pct_value | 11.47 |
| top_n_pct | 11.47, 10.87, 10.73, 10.6, 10, 9.6, 9.53, 9.4, 9.2, 8.6 |
Data Frequencies (from Binned Data)
| Value | Count | Percentage |
|---|---|---|
| A | 172 | 11.47% |
| G | 163 | 10.87% |
| H | 161 | 10.73% |
| B | 159 | 10.60% |
| E | 150 | 10.00% |
| I | 144 | 9.60% |
| C | 143 | 9.53% |
| J | 141 | 9.40% |
| D | 138 | 9.20% |
| F | 129 | 8.60% |
character_comments
| Metric | Value |
|---|---|
| feature_name | character_comments |
| data_type | character |
| n_unique_values | 3 |
| is_primary_key | FALSE |
| pct_logical_null | 18.73 |
| pct_char_null_na | 0 |
| pct_empty_string | 19.93 |
| top_n_categories | NULL, Good, Bad, Okay |
| top_n_pct_value | 38.67 |
| top_n_pct | 38.67, 21.8, 19.93, 19.6 |
Data Frequencies (from Binned Data)
| Value | Count | Percentage |
|---|---|---|
| Good | 327 | 35.54% |
| Bad | 299 | 32.50% |
| Okay | 294 | 31.96% |
date_col
| Metric | Value |
|---|---|
| feature_name | date_col |
| data_type | date |
| n_unique_values | 1500 |
| is_primary_key | TRUE |
| pct_logical_null | 0 |
| pct_char_null_na | 0 |
| pct_empty_string | 0 |
| top_n_categories | 2023-01-01, 2023-01-02, 2023-01-03, 2023-01-04, 2023-01-05, 2023-01-06, 2023-01-07, 2023-01-08, 2023-01-09, 2023-01-10, 2023-01-11, 2023-01-12, 2023-01-13, 2023-01-14, 2023-01-15 |
| top_n_pct_value | 0.07 |
| top_n_pct | 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07 |
Data Frequencies (from Binned Data)
| Bin | Count | Percentage |
|---|---|---|
| [2023-07-01 to 2023-09-30] | 92 | 6.13% |
| [2023-10-01 to 2023-12-31] | 92 | 6.13% |
| [2024-07-01 to 2024-09-30] | 92 | 6.13% |
| [2024-10-01 to 2024-12-31] | 92 | 6.13% |
| [2025-07-01 to 2025-09-30] | 92 | 6.13% |
| [2025-10-01 to 2025-12-31] | 92 | 6.13% |
| [2026-07-01 to 2026-09-30] | 92 | 6.13% |
| [2026-10-01 to 2026-12-31] | 92 | 6.13% |
| [2023-04-01 to 2023-06-30] | 91 | 6.07% |
| [2024-01-01 to 2024-03-31] | 91 | 6.07% |
| [2024-04-01 to 2024-06-30] | 91 | 6.07% |
| [2025-04-01 to 2025-06-30] | 91 | 6.07% |
| [2026-04-01 to 2026-06-30] | 91 | 6.07% |
| [2023-01-01 to 2023-03-31] | 90 | 6.00% |
| [2025-01-01 to 2025-03-31] | 90 | 6.00% |
| others | 129 | 8.60% |
datetime_col
| Metric | Value |
|---|---|
| feature_name | datetime_col |
| data_type | POSIXct |
| n_unique_values | 1500 |
| is_primary_key | TRUE |
| pct_logical_null | 0 |
| pct_char_null_na | 0 |
| pct_empty_string | 0 |
| top_n_categories | 2023-01-01 10:00:00, 2023-01-01 10:10:00, 2023-01-01 10:20:00, 2023-01-01 10:30:00, 2023-01-01 10:40:00, 2023-01-01 10:50:00, 2023-01-01 11:00:00, 2023-01-01 11:10:00, 2023-01-01 11:20:00, 2023-01-01 11:30:00, 2023-01-01 11:40:00, 2023-01-01 11:50:00, 2023-01-01 12:00:00, 2023-01-01 12:10:00, 2023-01-01 12:20:00 |
| top_n_pct_value | 0.07 |
| top_n_pct | 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07 |
Data Frequencies (from Binned Data)
| Bin | Count | Percentage |
|---|---|---|
| 2023-01-02 | 144 | 9.60% |
| 2023-01-03 | 144 | 9.60% |
| 2023-01-04 | 144 | 9.60% |
| 2023-01-05 | 144 | 9.60% |
| 2023-01-06 | 144 | 9.60% |
| 2023-01-07 | 144 | 9.60% |
| 2023-01-08 | 144 | 9.60% |
| 2023-01-09 | 144 | 9.60% |
| 2023-01-10 | 144 | 9.60% |
| 2023-01-11 | 120 | 8.00% |
| 2023-01-01 | 84 | 5.60% |
days_since_datetime_col
| Metric | Value |
|---|---|
| feature_name | days_since_datetime_col |
| data_type | integer |
| n_unique_values | 11 |
| is_primary_key | FALSE |
| pct_logical_null | 0 |
| pct_char_null_na | 0 |
| pct_empty_string | 0 |
| top_n_categories | 1498, 1497, 1496, 1495, 1494, 1493, 1492, 1491, 1490, 1489, 1499 |
| top_n_pct_value | 9.6 |
| top_n_pct | 9.6, 9.6, 9.6, 9.6, 9.6, 9.6, 9.6, 9.6, 9.6, 8, 5.6 |
Original Descriptive Statistics (Min/Max/Quartiles)
| Statistic | Value |
|---|---|
| Min. | 1489.00 |
| 1st Qu. | 1491.00 |
| Median | 1494.00 |
| Mean | 1493.88 |
| 3rd Qu. | 1496.00 |
| Max. | 1499.00 |
integer_rating
| Metric | Value |
|---|---|
| feature_name | integer_rating |
| data_type | integer |
| n_unique_values | 5 |
| is_primary_key | FALSE |
| pct_logical_null | 1.33 |
| pct_char_null_na | 0 |
| pct_empty_string | 0 |
| top_n_categories | 3, 4, 5, 2, 1, NULL |
| top_n_pct_value | 20.8 |
| top_n_pct | 20.8, 19.87, 19.67, 19.4, 18.93, 1.33 |
Original Descriptive Statistics (Min/Max/Quartiles)
| Statistic | Value |
|---|---|
| Min. | 1.00 |
| 1st Qu. | 2.00 |
| Median | 3.00 |
| Mean | 3.02 |
| 3rd Qu. | 4.00 |
| Max. | 5.00 |
logical_flag
| Metric | Value |
|---|---|
| feature_name | logical_flag |
| data_type | logical |
| n_unique_values | 2 |
| is_primary_key | FALSE |
| pct_logical_null | 0 |
| pct_char_null_na | 0 |
| pct_empty_string | 0 |
| top_n_categories | TRUE, FALSE |
| top_n_pct_value | 70.93 |
| top_n_pct | 70.93, 29.07 |
Data Frequencies (from Binned Data)
| Value | Count | Percentage |
|---|---|---|
| TRUE | 1064 | 70.93% |
| FALSE | 436 | 29.07% |
mixed_nulls_text
| Metric | Value |
|---|---|
| feature_name | mixed_nulls_text |
| data_type | character-logical |
| n_unique_values | 2 |
| is_primary_key | FALSE |
| pct_logical_null | 13 |
| pct_char_null_na | 37.67 |
| pct_empty_string | 24.33 |
| top_n_categories | NULL, Valid, Value |
| top_n_pct_value | 75 |
| top_n_pct | 75, 12.73, 12.27 |
Data Frequencies (from Binned Data)
| Value | Count | Percentage |
|---|---|---|
| Valid | 191 | 50.93% |
| Value | 184 | 49.07% |
numeric_target
| Metric | Value |
|---|---|
| feature_name | numeric_target |
| data_type | numeric |
| n_unique_values | 1500 |
| is_primary_key | TRUE |
| pct_logical_null | 0 |
| pct_char_null_na | 0 |
| pct_empty_string | 0 |
| top_n_categories | 358.819768112153, 809.474621899426, 468.07922963053, 894.715663604438, 946.420555864461, 141.000849450938, 575.294939242303, 903.177139954641, 596.291513019241, 510.953261773102, 961.15001081489, 508.000740571879, 709.81357190758, 615.370061760768, 192.632214399055 |
| top_n_pct_value | 0.07 |
| top_n_pct | 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07 |
Original Descriptive Statistics (Min/Max/Quartiles)
| Statistic | Value |
|---|---|
| Min. | 100.42 |
| 1st Qu. | 324.38 |
| Median | 542.38 |
| Mean | 546.53 |
| 3rd Qu. | 769.12 |
| Max. | 999.57 |
numeric_with_na
| Metric | Value |
|---|---|
| feature_name | numeric_with_na |
| data_type | numeric |
| n_unique_values | 1450 |
| is_primary_key | FALSE |
| pct_logical_null | 3.33 |
| pct_char_null_na | 0 |
| pct_empty_string | 0 |
| top_n_categories | NULL, 11.2256003776565, 91.7815666180104, 87.1537754312158, 64.1269314335659, 67.2126817749813, 83.7917572120205, 24.7047446900979, 97.752767498605, 87.9221294308081, 38.6420763097703, 33.675015042536, 51.256316783838, 54.5025422703475, 93.4922681190073 |
| top_n_pct_value | 3.33 |
| top_n_pct | 3.33, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07 |
Original Descriptive Statistics (Min/Max/Quartiles)
| Statistic | Value |
|---|---|
| Min. | 0.06 |
| 1st Qu. | 24.91 |
| Median | 50.44 |
| Mean | 50.47 |
| 3rd Qu. | 76.27 |
| Max. | 99.99 |
primary_key
| Metric | Value |
|---|---|
| feature_name | primary_key |
| data_type | integer |
| n_unique_values | 1500 |
| is_primary_key | TRUE |
| pct_logical_null | 0 |
| pct_char_null_na | 0 |
| pct_empty_string | 0 |
| top_n_categories | 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15 |
| top_n_pct_value | 0.07 |
| top_n_pct | 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07, 0.07 |
Original Descriptive Statistics (Min/Max/Quartiles)
| Statistic | Value |
|---|---|
| Min. | 1.00 |
| 1st Qu. | 375.75 |
| Median | 750.50 |
| Mean | 750.50 |
| 3rd Qu. | 1125.25 |
| Max. | 1500.00 |